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Perceiving Neural Networks


  1. foolbox foolbox Public

    A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX

    Python 2.7k 422

  2. model-vs-human model-vs-human Public

    Benchmark your model on out-of-distribution datasets with carefully collected human comparison data (NeurIPS 2021 Oral)

    Python 323 44

  3. robust-detection-benchmark robust-detection-benchmark Public

    Code, data and benchmark from the paper "Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming" (NeurIPS 2019 ML4AD)

    Jupyter Notebook 180 24

  4. imagecorruptions imagecorruptions Public

    Python package to corrupt arbitrary images.

    Python 384 61

  5. AnalysisBySynthesis AnalysisBySynthesis Public

    Adversarially Robust Neural Network on MNIST.

    Python 64 18

  6. stylize-datasets stylize-datasets Public

    A script that applies the AdaIN style transfer method to arbitrary datasets

    Python 153 36


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